{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "0652f9a8-8c62-47cd-9bc2-47e6ae68448f",
   "metadata": {},
   "source": [
    "# 机器学习初步-梯度下降"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "559d5878-9908-42a2-90c3-7c53461b3feb",
   "metadata": {},
   "source": [
    "## 一"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "6fec604f-7d84-47cc-8d4e-ac7518d4ae29",
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "\n",
    "data = pd.read_csv(\"Salary_data.csv\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "8f15881b-57eb-4ff3-8fa4-1fdda7a8f36b",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Requirement already satisfied: wget in d:\\python\\lib\\site-packages (3.2)\n"
     ]
    }
   ],
   "source": [
    "!pip install wget\n",
    "import os\n",
    "import wget\n",
    "if not os.path.exists(\"SimHei.ttf\"):\n",
    "    wget.download(\"https://gitee.com/cnwangfeng/machine-learning/raw/master/fonts/SimHei.ttf\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "78106287-7435-403c-94b2-74ac0bb50264",
   "metadata": {
    "scrolled": true
   },
   "outputs": [],
   "source": [
    "import matplotlib as mpl \n",
    "\n",
    "from matplotlib.font_manager import fontManager\n",
    "\n",
    "fontManager.addfont(\"SimHei.ttf\")\n",
    "mpl.rc('font', family=\"SimHei\")          ##改字体\n",
    "\n",
    "x = data[\"YearsExperience\"]\n",
    "y = data[\"Salary\"]\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "56ee8e6e-84c2-4e30-bd54-60586dc2e944",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "x = data[\"YearsExperience\"]\n",
    "y = data[\"Salary\"]\n",
    "plt.scatter(x, y, marker=\"x\", color=\"red\")\n",
    "plt.title(\"工作年限-工资\")\n",
    "plt.xlabel(\"年限\")\n",
    "plt.ylabel(\"收入（千元）\")\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "048518d1-8ec4-4ca7-9d77-eede389183b4",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>YearsExperience</th>\n",
       "      <th>Salary</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>count</th>\n",
       "      <td>33.000000</td>\n",
       "      <td>33.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>mean</th>\n",
       "      <td>4.881818</td>\n",
       "      <td>18.137879</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>std</th>\n",
       "      <td>3.036904</td>\n",
       "      <td>7.076154</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>min</th>\n",
       "      <td>0.300000</td>\n",
       "      <td>9.050000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25%</th>\n",
       "      <td>2.900000</td>\n",
       "      <td>13.600000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50%</th>\n",
       "      <td>4.100000</td>\n",
       "      <td>15.800000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75%</th>\n",
       "      <td>7.100000</td>\n",
       "      <td>24.550000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>max</th>\n",
       "      <td>10.500000</td>\n",
       "      <td>30.575000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "       YearsExperience     Salary\n",
       "count        33.000000  33.000000\n",
       "mean          4.881818  18.137879\n",
       "std           3.036904   7.076154\n",
       "min           0.300000   9.050000\n",
       "25%           2.900000  13.600000\n",
       "50%           4.100000  15.800000\n",
       "75%           7.100000  24.550000\n",
       "max          10.500000  30.575000"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data.describe()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "feccb1d7-07db-486d-ac09-067f06039b85",
   "metadata": {},
   "source": [
    "### 二"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "id": "f8fb82ac-feae-4576-9662-ade92ba4707a",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "D:\\Python\\Lib\\site-packages\\IPython\\core\\pylabtools.py:170: UserWarning: Glyph 8722 (\\N{MINUS SIGN}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "def plot_pred(w, b):\n",
    "  y_pred = x*w + b\n",
    "  plt.plot(x, y_pred, color=\"blue\", label=\"预测\")\n",
    "  plt.scatter(x, y, marker=\"x\", color=\"red\", label=\"真实数据\")\n",
    "  plt.title(\"工作年限-工资\")\n",
    "  plt.xlabel(\"年限\")\n",
    "  plt.ylabel(\"工资（千）\")\n",
    "  plt.xlim([0, 12])\n",
    "  plt.ylim([-60, 140])\n",
    "  plt.legend()\n",
    "  plt.show()\n",
    "\n",
    "plot_pred(2, 5)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "id": "6a1bb9e0-393e-4275-8b11-c61085d679bd",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "585b37f40cce460f993abda9e9c785dc",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "interactive(children=(IntSlider(value=0, description='w', min=-100), IntSlider(value=0, description='b', min=-…"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "<function __main__.plot_pred(w, b)>"
      ]
     },
     "execution_count": 26,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from ipywidgets import interact\n",
    "\n",
    "interact(plot_pred, w=(-100, 100, 1), b=(-100, 100, 1))"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "87ffb6c2-cfa7-49da-89cf-b5423d20268a",
   "metadata": {},
   "source": [
    "## 代价函数 cost function\n",
    "## 预期的所有Y和原来的Y的差的平方和，我们称之为一种线性代价函数"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "id": "ccf1164c-0365-4d98-a173-b1bfd40348a5",
   "metadata": {},
   "outputs": [],
   "source": [
    "def compute_cost(x,y,w,b):\n",
    "    y1=w*x+b\n",
    "    cost=(y1-y)**2\n",
    "    cost=cost.sum()/len(x)\n",
    "    return cost"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "id": "e1fd1135-bf10-45b0-94a4-d18c40972d24",
   "metadata": {},
   "outputs": [],
   "source": [
    "costs = []\n",
    "for w in range(-100, 101):\n",
    "  cost = compute_cost(x, y, w, 0)\n",
    "  costs.append(cost)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "id": "07345fa5-d2e6-4c72-8e08-a576f8504c7a",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "D:\\Python\\Lib\\site-packages\\IPython\\core\\pylabtools.py:170: UserWarning: Glyph 8722 (\\N{MINUS SIGN}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "\n",
    "plt.plot(range(-100, 101), costs)\n",
    "plt.title(\"cost function b=0 w=-100~100\")\n",
    "plt.xlabel(\"w\")\n",
    "plt.ylabel(\"cost\")\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "id": "23a767a2-de83-427e-be3b-c19eba48c7f2",
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "\n",
    "ws = np.arange(-100, 101)\n",
    "bs = np.arange(-100, 101)\n",
    "costs = np.zeros((201, 201))\n",
    "\n",
    "i = 0\n",
    "for w in ws: \n",
    "  j = 0\n",
    "  for b in bs: \n",
    "    cost = compute_cost(x, y, w, b)\n",
    "    costs[i,j] = cost\n",
    "    j = j+1\n",
    "  i = i+1\n",
    "    "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "id": "7dae0fec-8af4-44d4-ae6e-13ba32c3f7d6",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "D:\\Python\\Lib\\site-packages\\IPython\\core\\pylabtools.py:170: UserWarning: Glyph 8722 (\\N{MINUS SIGN}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 700x700 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "当w=[2], b=[8] 会有最小的cost:[2.87151515]\n"
     ]
    }
   ],
   "source": [
    "import matplotlib as mpl \n",
    "from matplotlib.font_manager import fontManager\n",
    "\n",
    "fontManager.addfont(\"SimHei.ttf\")\n",
    "mpl.rc('font', family=\"SimHei\")\n",
    "\n",
    "plt.figure(figsize=(7, 7))\n",
    "ax = plt.axes(projection=\"3d\")\n",
    "ax.view_init(0, 30)\n",
    "ax.xaxis.set_pane_color((0, 0, 0))\n",
    "ax.yaxis.set_pane_color((0, 0, 0))\n",
    "ax.zaxis.set_pane_color((0, 0, 0))\n",
    "\n",
    "b_grid, w_grid = np.meshgrid(bs, ws)\n",
    "# https://wangyeming.github.io/2018/11/12/numpy-meshgrid/\n",
    "\n",
    "ax.plot_surface(w_grid, b_grid, costs, cmap=\"Spectral_r\", alpha=0.7)\n",
    "ax.plot_wireframe(w_grid, b_grid, costs, color=\"black\", alpha=0.1)\n",
    "\n",
    "ax.set_title(\"w b 对应的 cost\")\n",
    "ax.set_xlabel(\"w\")\n",
    "ax.set_ylabel(\"b\")\n",
    "ax.set_zlabel(\"cost\")\n",
    "\n",
    "w_index, b_index = np.where(costs == np.min(costs))\n",
    "ax.scatter(ws[w_index], bs[b_index], costs[w_index, b_index], color=\"red\", s=40)\n",
    "\n",
    "plt.show()\n",
    "\n",
    "print(f\"当w={ws[w_index]}, b={bs[b_index]} 会有最小的cost:{costs[w_index, b_index]}\")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "107f87a1-1f93-4bf5-9c0f-526e4be8ca70",
   "metadata": {},
   "source": [
    "## 梯度下降"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "id": "3ec13f14-a2e7-41d9-865a-364de2127020",
   "metadata": {},
   "outputs": [],
   "source": [
    "def compute_gradient(x, y, w, b):\n",
    "  w_gradient = (x*(w*x+b -y)).mean()\n",
    "  b_gradient = (w*x+b -y).mean()\n",
    "  return w_gradient, b_gradient"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "id": "c1060aed-81a9-475d-ada3-9fa6678af82d",
   "metadata": {},
   "outputs": [],
   "source": [
    "def gradient_descent(x, y, w_init, b_init, learning_rate, cost_function, gradient_function, run_iter, p_iter=1000):\n",
    "  \n",
    "  c_hist = []\n",
    "  w_hist = []\n",
    "  b_hist = []\n",
    "  \n",
    "  w = w_init\n",
    "  b = b_init\n",
    "\n",
    "  for i in range(run_iter):\n",
    "    w_gradient, b_gradient = gradient_function(x, y, w, b)\n",
    "\n",
    "    w = w - w_gradient*learning_rate\n",
    "    b = b - b_gradient*learning_rate\n",
    "    cost = cost_function(x, y, w, b)\n",
    "\n",
    "    w_hist.append(w)\n",
    "    b_hist.append(b)\n",
    "    c_hist.append(cost)\n",
    "\n",
    "    if i%p_iter == 0:\n",
    "      print(f\"Iteration {i:5} : Cost {cost: .4e}, w: {w: .2e}, b: {b: .2e}, w_gradient: {w_gradient: .2e}, b_gradient: {b_gradient: .2e}\")\n",
    "\n",
    "  return w, b, w_hist, b_hist, c_hist"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "id": "ae2bc243-c88b-41ba-86a6-b96e8832d0bc",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Iteration     0 : Cost  3.5355e+02, w:  1.09e-01, b:  1.81e-02, w_gradient: -1.09e+02, b_gradient: -1.81e+01\n",
      "Iteration  1000 : Cost  8.8106e+00, w:  3.03e+00, b:  2.02e+00, w_gradient:  2.00e-01, b_gradient: -1.33e+00\n",
      "Iteration  2000 : Cost  6.0039e+00, w:  2.85e+00, b:  3.18e+00, w_gradient:  1.53e-01, b_gradient: -1.02e+00\n",
      "Iteration  3000 : Cost  4.3582e+00, w:  2.72e+00, b:  4.08e+00, w_gradient:  1.17e-01, b_gradient: -7.80e-01\n",
      "Iteration  4000 : Cost  3.3933e+00, w:  2.62e+00, b:  4.76e+00, w_gradient:  8.97e-02, b_gradient: -5.98e-01\n",
      "Iteration  5000 : Cost  2.8275e+00, w:  2.54e+00, b:  5.29e+00, w_gradient:  6.87e-02, b_gradient: -4.58e-01\n",
      "Iteration  6000 : Cost  2.4958e+00, w:  2.48e+00, b:  5.69e+00, w_gradient:  5.26e-02, b_gradient: -3.50e-01\n",
      "Iteration  7000 : Cost  2.3013e+00, w:  2.43e+00, b:  6.00e+00, w_gradient:  4.03e-02, b_gradient: -2.68e-01\n",
      "Iteration  8000 : Cost  2.1873e+00, w:  2.40e+00, b:  6.23e+00, w_gradient:  3.09e-02, b_gradient: -2.05e-01\n",
      "Iteration  9000 : Cost  2.1204e+00, w:  2.37e+00, b:  6.41e+00, w_gradient:  2.36e-02, b_gradient: -1.57e-01\n",
      "Iteration 10000 : Cost  2.0812e+00, w:  2.35e+00, b:  6.55e+00, w_gradient:  1.81e-02, b_gradient: -1.20e-01\n",
      "Iteration 11000 : Cost  2.0582e+00, w:  2.33e+00, b:  6.66e+00, w_gradient:  1.39e-02, b_gradient: -9.22e-02\n",
      "Iteration 12000 : Cost  2.0447e+00, w:  2.32e+00, b:  6.74e+00, w_gradient:  1.06e-02, b_gradient: -7.06e-02\n",
      "Iteration 13000 : Cost  2.0368e+00, w:  2.31e+00, b:  6.80e+00, w_gradient:  8.12e-03, b_gradient: -5.41e-02\n",
      "Iteration 14000 : Cost  2.0322e+00, w:  2.30e+00, b:  6.85e+00, w_gradient:  6.22e-03, b_gradient: -4.14e-02\n",
      "Iteration 15000 : Cost  2.0295e+00, w:  2.30e+00, b:  6.88e+00, w_gradient:  4.76e-03, b_gradient: -3.17e-02\n",
      "Iteration 16000 : Cost  2.0279e+00, w:  2.29e+00, b:  6.91e+00, w_gradient:  3.65e-03, b_gradient: -2.43e-02\n",
      "Iteration 17000 : Cost  2.0269e+00, w:  2.29e+00, b:  6.93e+00, w_gradient:  2.79e-03, b_gradient: -1.86e-02\n",
      "Iteration 18000 : Cost  2.0264e+00, w:  2.29e+00, b:  6.95e+00, w_gradient:  2.14e-03, b_gradient: -1.42e-02\n",
      "Iteration 19000 : Cost  2.0261e+00, w:  2.29e+00, b:  6.96e+00, w_gradient:  1.64e-03, b_gradient: -1.09e-02\n",
      "Iteration 20000 : Cost  2.0259e+00, w:  2.29e+00, b:  6.97e+00, w_gradient:  1.25e-03, b_gradient: -8.35e-03\n",
      "Iteration 21000 : Cost  2.0258e+00, w:  2.28e+00, b:  6.98e+00, w_gradient:  9.60e-04, b_gradient: -6.39e-03\n",
      "Iteration 22000 : Cost  2.0257e+00, w:  2.28e+00, b:  6.98e+00, w_gradient:  7.35e-04, b_gradient: -4.90e-03\n",
      "Iteration 23000 : Cost  2.0257e+00, w:  2.28e+00, b:  6.99e+00, w_gradient:  5.63e-04, b_gradient: -3.75e-03\n",
      "Iteration 24000 : Cost  2.0256e+00, w:  2.28e+00, b:  6.99e+00, w_gradient:  4.31e-04, b_gradient: -2.87e-03\n"
     ]
    }
   ],
   "source": [
    "w_init = 0\n",
    "b_init = 0\n",
    "learning_rate = 1.0e-3\n",
    "run_iter = 25000\n",
    "\n",
    "w_final, b_final, w_hist, b_hist, c_hist = gradient_descent(x, y, w_init, b_init, learning_rate, compute_cost, compute_gradient, run_iter)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "id": "9ed8f88a-55f4-4b9b-90bd-fa9bb8124383",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "D:\\Python\\Lib\\site-packages\\IPython\\core\\pylabtools.py:170: UserWarning: Glyph 8722 (\\N{MINUS SIGN}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 700x700 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import matplotlib as mpl \n",
    "from matplotlib.font_manager import fontManager\n",
    "\n",
    "fontManager.addfont(\"SimHei.ttf\")\n",
    "mpl.rc('font', family=\"SimHei\")\n",
    "\n",
    "plt.figure(figsize=(7, 7))\n",
    "ax = plt.axes(projection=\"3d\")\n",
    "ax.view_init(20, -65)\n",
    "ax.xaxis.set_pane_color((0, 0, 0))\n",
    "ax.yaxis.set_pane_color((0, 0, 0))\n",
    "ax.zaxis.set_pane_color((0, 0, 0))\n",
    "\n",
    "b_grid, w_grid = np.meshgrid(bs, ws)\n",
    "# https://wangyeming.github.io/2018/11/12/numpy-meshgrid/\n",
    "\n",
    "ax.plot_surface(w_grid, b_grid, costs, alpha=0.3)\n",
    "\n",
    "ax.set_title(\"w b 对应的 cost\")\n",
    "ax.set_xlabel(\"w\")\n",
    "ax.set_ylabel(\"b\")\n",
    "ax.set_zlabel(\"cost\")\n",
    "\n",
    "w_index, b_index = np.where(costs == np.min(costs))\n",
    "ax.scatter(ws[w_index], bs[b_index], costs[w_index, b_index], color=\"red\", s=40)\n",
    "ax.scatter(w_hist[0], b_hist[0], c_hist[0], color=\"green\", s=40)\n",
    "ax.plot(w_hist, b_hist, c_hist)\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "f3fe9f12-13ac-4f82-a637-fbcc2be947a7",
   "metadata": {},
   "source": [
    "## 作业一\n",
    "### 梯度下降总结：\n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "406b0a02-9ea7-4eef-afb8-f881022f363e",
   "metadata": {},
   "source": [
    "梯度下降是一种常用的优化算法，用于寻找函数的最小值。\n",
    "它通过迭代更新参数，沿着目标函数下降最快的方向（即梯度方向）进行调整。\n",
    "在每次迭代中，算法计算当前参数的梯度，然后根据这个梯度更新参数，以减小目标函数的值。\n",
    "这个过程会重复进行，直到达到最小值或满足其他停止条件。\n",
    "梯度下降的关键参数包括学习率，它决定了每次迭代步长的大小。\n",
    "梯度下降算法简单直观，适用于大规模数据集，但可能需要多次迭代才能收敛，且容易陷入局部最小值。"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "ec19e156-590d-4d6c-bdfd-6b7655e7fc11",
   "metadata": {},
   "source": [
    "其中学习率是梯度下降算法中的一个重要参数，它直接影响算法的收敛速度和性能。\n",
    "学习率决定了在梯度下降过程中每一步的步长。\n",
    "如果学习率过大，可能会导致算法在最小值附近“跳跃”，甚至发散，无法收敛；\n",
    "如果学习率过小，则会导致算法收敛速度过慢，需要更多的迭代次数才能接近最小值。"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "e08e1b90-e961-4625-bd06-a649ab4498f3",
   "metadata": {},
   "source": [
    "## 作业二"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "37aee6e9-26a6-40ff-a216-21e1b9a7a706",
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import pandas as pd\n",
    "from sklearn.linear_model import LinearRegression\n",
    "from sklearn.model_selection import cross_val_predict, train_test_split\n",
    "from sklearn import datasets\n",
    "from sklearn.datasets import fetch_california_housing\n",
    "import matplotlib.pyplot as plt\n",
    "%matplotlib inline"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "a02243bb-1b18-4f9e-8b85-762d47760b19",
   "metadata": {},
   "outputs": [],
   "source": [
    "K=5 \n",
    "b=10\n",
    "x0=np.arange(0,200).reshape(-1,1)\n",
    "y0=K*x0+b "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "43e110c8-a996-40d5-a9d3-5a306f54113d",
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[<matplotlib.lines.Line2D at 0x276a39891f0>]"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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DYO/evSQkJLBw4UKuvvrqU+YoKSnBbrdTXFxMZGSkO3dRREQ8iDGGuSt2MeWjtVTVOomJDOaF4Wn0aNPU6mhyFs7k+O32MzG9evXiyy+/ZNOmTQCsWrWKZcuWce211wKQn59PQUEB/fv3d90mODiY3r17s3z5cgBWrlxJTU1NnTHx8fEkJye7xhyrqqqKkpKSOhcREfFtZVW1jJuby+T5a6iqddKnfTMWjr1cBaaBcPsLe++77z6Ki4vp0KED/v7+OBwO/va3vzFixAgACgoKAIiJqfvxzjExMezYscM1JigoiCZNmhw35pfbH2vatGk8+uij7t4dERHxUHl7ihk9O5vth8rx97Nxz9Xt+dPlbfDTu48aDLeXmHnz5vHWW28xe/ZsOnfuTG5uLpmZmcTHx3Prrbe6xtlsdR9kxpjjth3rZGMmT57M+PHjXT+XlJSQkJBwDnsiIiKeyBjDWz/s4K+frKe61km8PYSZGWl0ax1ldTQ5z9xeYu655x4mTZrE8OHDAUhJSWHHjh1MmzaNW2+9ldjYWODnsy1xcXGu2xUWFrrOzsTGxlJdXU1RUVGdszGFhYX07NnzV39vcHAwwcF68ZaIiC8rqaxh0vurWbjm57Py/To25+khqTQOC7I4mVjB7a+JKS8vx8+v7t36+/u73mKdmJhIbGwsixcvdl1fXV3NkiVLXAWlW7duBAYG1hmzb98+8vLyTlhiRETEt63efYTrXljKwjUFBPrbePC6jvzj991VYBowt5+Juf766/nb3/5Gq1at6Ny5Mzk5OcyYMYM//OEPwM/LSJmZmUydOpWkpCSSkpKYOnUqYWFhZGRkAGC327n99tuZMGECTZs2JSoqiokTJ5KSkkK/fv3cHVlERDyYMYbXvtvOtE/XU+MwtGwSSlZGOl0TGlsdTSzm9hIzc+ZMHnroIe6++24KCwuJj4/nzjvv5OGHH3aNuffee6moqODuu++mqKiIHj168PnnnxMREeEa8+yzzxIQEMDQoUOpqKigb9++vP766/j7+7s7soiIeKji8hrueW8Vn6/bD8A1nWN58uYu2EMDLU4mnsDtnxPjKfQ5MSIi3i17ZxFjZuew50gFQf5+PHBdR35/aetTvglEvNuZHL/13UkiIuJRnE7DP5dtY/qijdQ6Da2bhpE1Ip2Ulnaro4mHUYkRERGPUXS0mgnvruKrDYUADOwSx7TBKUSEaPlIjqcSIyIiHmHF9sOMnZPDvuJKggL8eOT6TmRc3ErLR3JCKjEiImIpp9Pw0pKtzFi8CYfT0CY6nKyMdDrF6/WMcnIqMSIiYpmDZVWMf2cV3246AMBv01rw+I3JhAfr8CSnpkeJiIhY4odthxg7J4fC0ipCAv14bFAyQ7q31PKRnDaVGBEROa8cTkPWV1t4/stNOA1c2LwRL45Mp11MxKlvLPI/VGJEROS8KSytJHNuLsu3HgJgSLeWPHpDZ8KCdDiSM6dHjYiInBfLNh8kc14uB8uqCA3052+/TWZwekurY4kXU4kREZF6Vetw8vyXm8n6egvGQIfYCLIy0rmweSOro4mXU4kREZF6U1Bcydi5OfyYfxiAERcn8Mj1nQkJ1PfgyblTiRERkXrxzcZCxr+zisNHqwkP8mfq4BRu6NrC6ljiQ1RiRETErWocTmYs3sRL32wFoFNcJLNGppMYHW5xMvE1KjEiIuI2e49UMGZODit3FAHw+0tbc/+1HbV8JPVCJUZERNziy/X7mfDuKo6U1xARHMCTN3fh2pQ4q2OJD1OJERGRc1Jd62T6og38c1k+AF1a2skakU6rpmEWJxNfpxIjIiJnbdfhckbPyWHVriMA/OGyRO4b0J7gAC0fSf1TiRERkbOyKK+Ae99bRUllLZEhATw9JJX+nWOtjiUNiEqMiIickapaB9MWbuD15dsBSGvVmJkj0mjZRMtHcn6pxIiIyGnbcegoo2fnsGZPMQB/uqIN91zdnkB/P4uTSUOkEiMiIqflk9X7mPT+akqramkSFsgzQ1O5skOM1bGkAVOJERGRk6qscfD4J+t464edAFx0QRNeGJFGnD3U4mTS0KnEiIjICW07UMao2Tms31cCwN192jL+qnYEaPlIPIBKjIiI/KoPc/dw//w1HK120DQ8iBnDutK7XTOrY4m4qMSIiEgdFdUOHv3PWuau2AXAJW2ieH54GjGRIRYnE6lLJUZERFy2FJYy6u0cNu4vxWaDMVcmMa5vEv5+NqujiRxHJUZERAB4b+VuHvogj4oaB9GNgnlheFd6XhhtdSyRE1KJERFp4Mqra3nwgzzmZ+8BoNeF0Tw7rCvNIoItTiZycioxIiIN2IaCEka9nc3WA0fxs8Ff+rXj7t9cqOUj8QoqMSIiDZAxhnkrdvHIR2upqnUSExnM88PTuKRNU6ujiZw2lRgRkQamrKqWBxas4cPcvQD0bteMGUNTadpIy0fiXVRiREQakLV7ixk9O4f8g0fx97MxsX977ryiDX5aPhIvpBIjItIAGGN46787+evH66iudRJvD2FmRhrdWkdZHU3krKnEiIj4uJLKGia/v4ZP1uwDoF/H5jx1cypNwoMsTiZyblRiRER82OrdRxg9O4edh8sJ8LMxaUAHbu+ViM2m5SPxfioxIiI+yBjD68u3M3XhemochhaNQ8nKSCOtVROro4m4jUqMiIiPKS6v4Z73VvH5uv0AXN05huk3pWIPC7Q4mYh7qcSIiPiQnJ1FjJ6dw54jFQT5+3H/tR24tecFWj4Sn6QSIyLiA4wx/HNpPk8u2kCt09AqKoxZGemktLRbHU2k3qjEiIh4uaKj1Ux8dxVfbigE4LoucUwbnEJkiJaPxLepxIiIeLGfth9mzJwc9hVXEhTgx8MDOzGyRystH0mDoBIjIuKFnE7D37/dyjOfb8LhNLSJDicrI51O8ZFWRxM5b1RiRES8zKGyKsa/s4olmw4AcGPXeB7/bQqNgvUnXRoWPeJFRLzID9sOMW5uDvtLqggJ9OPRQZ0Z2j1By0fSIKnEiIh4AYfTMOvrLTz3xSacBi5s3ohZGem0j42wOpqIZVRiREQ8XGFpJX+Zl8t3Ww4BcHO3ljx2Q2fCgvQnXBo2PQNERDzYd1sOMm5uLgfLqggN9OfxG5O5qVtLq2OJeASVGBERD+RwGp7/YhMzv96CMdA+JoJZI9O4sLmWj0R+oRIjIuJh9pdUMnZODv/NPwzAiIsTeOT6zoQE+lucTMSzqMSIiHiQJZsO8Jd5uRw+Wk14kD9TB6dwQ9cWVscS8UgqMSIiHqDW4eSZxZt46ZutAHSKiyQrI402zRpZnEzEc6nEiIhYbO+RCsbOyeGnHUUA3HJJax64rqOWj0ROQSVGRMRCX23Yz/h3VnGkvIaI4ACeuKkL13WJszqWiFdQiRERsUCNw8n0RRv4x9J8AFJa2MnKSKN103CLk4l4D5UYEZHzbNfhcsbMySF31xEA/s9lFzBpQAeCA7R8JHImVGJERM6jz9YWcM+7qyiprCUyJICnhqRydedYq2OJeCW/+rjTPXv28Lvf/Y6mTZsSFhZG165dWblypet6YwxTpkwhPj6e0NBQ+vTpw9q1a+vcR1VVFWPGjCE6Oprw8HAGDRrE7t276yOuiEi9q6p1MOWjtdz55kpKKmvpmtCYT8ZergIjcg7cXmKKioq47LLLCAwM5NNPP2XdunU888wzNG7c2DVm+vTpzJgxg6ysLFasWEFsbCxXXXUVpaWlrjGZmZksWLCAuXPnsmzZMsrKyhg4cCAOh8PdkUVE6tWOQ0e5+aXveX35dgDuuDyRd+68lISoMGuDiXg5mzHGuPMOJ02axHfffcfSpUt/9XpjDPHx8WRmZnLfffcBP591iYmJ4cknn+TOO++kuLiYZs2a8eabbzJs2DAA9u7dS0JCAgsXLuTqq68+ZY6SkhLsdjvFxcVERka6bwdFRM7AJ6v3Men91ZRW1dI4LJBnhqTSt2OM1bFEPNaZHL/dfibmo48+onv37gwZMoTmzZuTlpbGP/7xD9f1+fn5FBQU0L9/f9e24OBgevfuzfLlywFYuXIlNTU1dcbEx8eTnJzsGnOsqqoqSkpK6lxERKxSWePgwQ/WMGp2NqVVtXRv3YSFYy9XgRFxI7eXmG3btvHSSy+RlJTEZ599xl133cXYsWP597//DUBBQQEAMTF1n8gxMTGu6woKCggKCqJJkyYnHHOsadOmYbfbXZeEhAR375qIyGnJP3iUwS8u560fdgJwd5+2zPnTJcQ3DrU4mYhvcfu7k5xOJ927d2fq1KkApKWlsXbtWl566SV+//vfu8bZbLY6tzPGHLftWCcbM3nyZMaPH+/6uaSkREVGRM67D3P3cP/8NRytdtA0PIgZw7rSu10zq2OJ+CS3n4mJi4ujU6dOdbZ17NiRnTt//hdJbOzPr8Q/9oxKYWGh6+xMbGws1dXVFBUVnXDMsYKDg4mMjKxzERE5XyprHEx6fzXj5uZytNpBj8QoFo67XAVGpB65vcRcdtllbNy4sc62TZs20bp1awASExOJjY1l8eLFruurq6tZsmQJPXv2BKBbt24EBgbWGbNv3z7y8vJcY0REPMWWwlJuyPqOuSt2YbPB2L5JvP3HHsREhlgdTcSnuX056S9/+Qs9e/Zk6tSpDB06lB9//JFXXnmFV155Bfh5GSkzM5OpU6eSlJREUlISU6dOJSwsjIyMDADsdju33347EyZMoGnTpkRFRTFx4kRSUlLo16+fuyOLiJy191fu5sEP8qiocRDdKJjnh3flsgujrY4l0iC4vcRcdNFFLFiwgMmTJ/PYY4+RmJjIc889x8iRI11j7r33XioqKrj77rspKiqiR48efP7550RERLjGPPvsswQEBDB06FAqKiro27cvr7/+Ov7++lhuEbFeeXUtD3+4lvdW/vwhnJdd2JRnh3WleYTOvoicL27/nBhPoc+JEZH6srGglFGzs9lSWIafDTL7tWPUby7E3+/kb04QkVM7k+O3vjtJROQ0GWN456ddPPzhWqpqncREBvP88DQuadPU6mgiDZJKjIjIaSirquXBBWv4IHcvAFe0a8azQ1Np2ijY4mQiDZdKjIjIKazbW8Lo2dlsO3gUfz8bE/q3464r2uKn5SMRS6nEiIicgDGGt/+7k8c+Xkd1rZM4ewgzR6TR/YIoq6OJCCoxIiK/qqSyhsnz1/DJ6n0A9O3QnKeHpNIkPMjiZCLyC5UYEZFjrNldzOg52ew4VE6An41JAzpwe6/EU341ioicXyoxIiL/jzGGN5ZvZ+rCDVQ7nLRoHEpWRhpprZqc+sYict6pxIiIAMXlNdz7/io+W7sfgP6dYnjq5lTsYYEWJxORE1GJEZEGL2dnEWPm5LC7qIJAfxv3X9uR23peoOUjEQ+nEiMiDZYxhleX5fPEpxuodRpaRYWRlZFGl5aNrY4mIqdBJUZEGqSio9VMfHcVX24oBOC6lDim3ZRCZIiWj0S8hUqMiDQ4K3ccZszsHPYWVxIU4MdDAzvxux6ttHwk4mVUYkSkwXA6DS9/u42nP9+Iw2lIjA4nKyONzvF2q6OJyFlQiRGRBuFQWRXj31nFkk0HALihazx/+20KjYL1Z1DEW+nZKyI+77/bDjF2bg77S6oIDvDjsRs6M7R7gpaPRLycSoyI+CyH0/Di11t49otNOA20bRbOiyO70T42wupoIuIGKjEi4pMOlFbxl3m5LNtyEICb0lvy1xs7ExakP3sivkLPZhHxOcu3HGTs3FwOllURGujPX29M5uZuLa2OJSJuphIjIj7D4TQ8/+VmZn61GWOgfUwEWRlpJMVo+UjEF6nEiIhP2F9Sybi5Ofyw7TAAwy9K4JHrOxMa5G9xMhGpLyoxIuL1lmw6wPh5uRw6Wk14kD9TB6dwQ9cWVscSkXqmEiMiXqvW4WTG4k28+M1WADrGRTIrI402zRpZnExEzgeVGBHxSvuKKxg7J4cV24sA+N0lrXjwuk6EBGr5SKShUIkREa/z1Yb9THhnFUXlNUQEBzDtphQGdom3OpaInGcqMSLiNWocTp76bCOvfLsNgJQWdrIy0mjdNNziZCJiBZUYEfEKu4vKGTMnh5ydRwC4recFTL62A8EBWj4SaahUYkTE432+toCJ766ipLKWyJAApt+cyjXJsVbHEhGLqcSIiMeqrnUy7dP1vPbddgBSExqTNSKNhKgwa4OJiEdQiRERj7TzUDmj52SzencxAHdcnsg9V3cgKMDP4mQi4ilUYkTE4yxcs4/73ltNaVUtjcMCefrmVPp1irE6loh4GJUYEfEYlTUO/vbJet78YQcA3Vo3YeaINOIbh1qcTEQ8kUqMiHiE/INHGfV2Nuv2lQDw5z5tGX9VOwL9tXwkIr9OJUZELPdh7h7un7+Go9UOosKDmDE0lT7tm1sdS0Q8nEqMiFimssbBo/9Zy5wfdwFwcWIULwxPI9YeYnEyEfEGKjEiYokthWWMnp3NhoJSbDYY85sLGds3iQAtH4nIaVKJEZHz7v2Vu3nwgzwqahxENwrmuWFd6ZUUbXUsEfEyKjEict6UV9fy8IdreW/lbgB6tm3Kc8O70jxCy0cicuZUYkTkvNi0v5RRb2ezubAMPxtk9mvHqN9ciL+fzepoIuKlVGJEpF4ZY3j3p908/FEelTVOmkcE8/zwNC5t29TqaCLi5VRiRKTelFXV8uCCNXyQuxeAy5OieXZYV6IbBVucTER8gUqMiNSLdXtLGD07m20Hj+LvZ2NC/3bcdUVb/LR8JCJuohIjIm5ljGH2jzt59D/rqK51EmcP4YURaVx0QZTV0UTEx6jEiIjblFbWMGn+Gj5ZvQ+AKzs055khqTQJD7I4mYj4IpUYEXGLvD3FjJqdzY5D5QT42bjvmg7c3itRy0ciUm9UYkTknBhj+Pf3O/jbJ+updjhp0TiUmRlppLdqYnU0EfFxKjEictaKK2q4773VLFpbAED/TjE8dXMq9rBAi5OJSEOgEiMiZyV31xFGz85md1EFgf427r+2I7f1vACbTctHInJ+qMSIyBkxxvDqsnyeXLSBGoehVVQYWRlpdGnZ2OpoItLAqMSIyGk7Ul7NxHdX8cX6QgCuTYnliZu6EBmi5SMROf9UYkTktKzccZgxs3PYW1xJUIAfDw3sxO96tNLykYhYRiVGRE7K6TS8snQbT322EYfTkBgdTlZGGp3j7VZHE5EGTiVGRE7oUFkVE95dxTcbDwAwKDWeqYNTaBSsPx0iYj39JRKRX/XfbYcYOzeH/SVVBAf48eigzgy7KEHLRyLiMVRiRKQOp9Pw4jdbmLF4E04DbZuFM2tkOh1iI62OJiJSh0qMiLgcKK1i/Du5LN18EIDB6S346w3JhGv5SEQ8kP4yiQgAy7ccZNy8XA6UVhEa6M9jN3RmSPcEq2OJiJyQSoxIA+dwGl74cjMvfLUZY6BdTCNmZaSTFBNhdTQRkZPyq+9fMG3aNGw2G5mZma5txhimTJlCfHw8oaGh9OnTh7Vr19a5XVVVFWPGjCE6Oprw8HAGDRrE7t276zuuSIOyv6SSkf/8gee//LnADOuewIejeqnAiIhXqNcSs2LFCl555RW6dOlSZ/v06dOZMWMGWVlZrFixgtjYWK666ipKS0tdYzIzM1mwYAFz585l2bJllJWVMXDgQBwOR31GFmkwvt10gGufX8oP2w4TFuTPc8O68uTNXQgN8rc6mojIaam3ElNWVsbIkSP5xz/+QZMmTVzbjTE899xzPPDAAwwePJjk5GTeeOMNysvLmT17NgDFxcW8+uqrPPPMM/Tr14+0tDTeeust1qxZwxdffFFfkUUahFqHk6c+28Ctr/3IoaPVdIyL5OMxvbgxrYXV0UREzki9lZhRo0Zx3XXX0a9fvzrb8/PzKSgooH///q5twcHB9O7dm+XLlwOwcuVKampq6oyJj48nOTnZNeZYVVVVlJSU1LmISF37iisY8Y8fmPX1VoyBkT1aseDunrRp1sjqaCIiZ6xeXtg7d+5csrOzWbFixXHXFRQUABATE1Nne0xMDDt27HCNCQoKqnMG55cxv9z+WNOmTePRRx91R3wRn/T1hkLGv5NLUXkNjYIDeOKmFAZ2ibc6lojIWXP7mZhdu3Yxbtw43nrrLUJCQk447thP/TTGnPKTQE82ZvLkyRQXF7suu3btOvPwIj6oxuFk2sL1/J/XV1BUXkNyi0g+GdtLBUZEvJ7bz8SsXLmSwsJCunXr5trmcDj49ttvycrKYuPGjcDPZ1vi4uJcYwoLC11nZ2JjY6murqaoqKjO2ZjCwkJ69uz5q783ODiY4OBgd++OiFfbXVTOmDk55Ow8AsBtPS9g8rUdCA7Qi3dFxPu5/UxM3759WbNmDbm5ua5L9+7dGTlyJLm5ubRp04bY2FgWL17suk11dTVLlixxFZRu3boRGBhYZ8y+ffvIy8s7YYkRkbo+X1vAdS8sI2fnESJCAvj779KZMqizCoyI+Ay3n4mJiIggOTm5zrbw8HCaNm3q2p6ZmcnUqVNJSkoiKSmJqVOnEhYWRkZGBgB2u53bb7+dCRMm0LRpU6Kiopg4cSIpKSnHvVBYROqqrnXyxKcb+Nd3+QCkJjQma0QaCVFhFicTEXEvSz6x995776WiooK7776boqIievToweeff05ExP//gK1nn32WgIAAhg4dSkVFBX379uX111/H31//ihQ5kV2Hyxk9O5tVu4sB+GOvRO69pgNBAfX+uZYiIuedzRhjrA5RH0pKSrDb7RQXFxMZqW/fFd/36Zp93Pv+akora7GHBvLMkFT6dYo59Q1FRDzImRy/9d1JIl6ussbB1IXr+ff3P39EQbfWTXhhRBotGodanExEpH6pxIh4sfyDRxk9O5u1e3/+cMe7erdlQv92BPpr+UhEfJ9KjIiX+mjVXu6fv4ayqlqiwoOYMTSVPu2bWx1LROS8UYkR8TKVNQ4e/c865vy4E4CLE6N4YXgasfYTf7ikiIgvUokR8SJbCssYPTubDQWl2Gww+jcXMq5vEgFaPhKRBkglRsRLzM/ezYMf5FFe7SC6URDPDUujV1K01bFERCyjEiPi4cqra3nkw7W8u3I3AD3bNuW5YV1pHqnlIxFp2FRiRDzYpv2ljHo7m82FZfjZYFzfdoy+8kL8/U7+ZakiIg2BSoyIBzLG8O7K3Tz8YR6VNU6aRwTz/PA0Lm3b1OpoIiIeQyVGxMMcrarlwQ/yWJCzB4DLk6J5dlhXohvpW9pFRP6XSoyIB1m/r4RRb2ez7eBR/P1sjL+qHX/u3RY/LR+JiBxHJUbEAxhjmP3jTh79zzqqa53ERoYwMyONiy6IsjqaiIjHUokRsVhpZQ2T56/h49X7APhN+2Y8M7QrUeFBFicTEfFsKjEiFsrbU8zo2dlsP1ROgJ+Ne69pzx97tdHykYjIaVCJEbGAMYZ/f7+Dv32ynmqHkxaNQ5mZkUZ6qyZWRxMR8RoqMSLnWXFFDZPeX82neQUAXNUphqdu7kLjMC0fiYicCZUYkfNo1a4jjJ6Tza7DFQT625g8oCP/57ILsNm0fCQicqZUYkTOA2MM//puO098up4ahyEhKpSsEemkJjS2OpqIiNdSiRGpZ0fKq5n47mq+WL8fgAHJsTxxUxfsoYEWJxMR8W4qMSL1aOWOIsbOyWHPkQqC/P14aGBHfndJay0fiYi4gUqMSD1wOg2vLN3GU59txOE0XNA0jKyMdJJb2K2OJiLiM1RiRNzs8NFqxr+TyzcbDwBwfWo8U3+bTESIlo9ERNxJJUbEjX7MP8zYOTkUlFQSHODHlEGdGX5RgpaPRETqgUqMiBs4nYYXv9nCjMWbcBpo0yycWRnpdIyLtDqaiIjPUokROUcHSqsY/04uSzcfBGBwWgv+emMy4cF6eomI1Cf9lRU5B8u3HmTc3FwOlFYREujHX29IZkj3BKtjiYg0CCoxImfB4TTM/GozL3y5GaeBdjGNmJWRTlJMhNXRREQaDJUYkTNUWFLJuLm5fL/tEABDu7fk0UHJhAb5W5xMRKRhUYkROQNLNx/gL/NyOVhWTViQP3/7bTK/TWtpdSwRkQZJJUbkNNQ6nDz3xWZmfbMFY6BDbASzRqbTtlkjq6OJiDRYKjEip7CvuIJxc3L5cfthADJ6tOLhgZ0ICdTykYiIlVRiRE7i6w2FjH8nl6LyGhoFBzBtcArXp8ZbHUtERFCJEflVNQ4nT3+2kZe/3QZAcotIskakc0F0uMXJRETkFyoxIsfYc6SCMbOzyd55BIDbel7A5Gs7EByg5SMREU+iEiPyPxav28/Ed1dRXFFDREgAT93chWuS46yOJSIiv0IlRgSornXy5KINvLosH4DUlnayMtJJiAqzOJmIiJyISow0eLsOlzN6djardhcDcHuvRO67pgNBAX4WJxMRkZNRiZEGbVHePu55bzWllbXYQwN5ekgqV3WKsTqWiIicBpUYaZCqah1M/WQ9b3y/A4D0Vo2ZmZFOi8ahFicTEZHTpRIjDc72g0cZPSebvD0lANzZuw0T+7cn0F/LRyIi3kQlRhqU/6zay+T5ayirqqVJWCAzhnblNx2aWx1LRETOgkqMNAiVNQ4e+3gds/+7E4CLL4ji+RFdibNr+UhExFupxIjP23qgjFFvZ7OhoBSbDUb/5kLG9U0iQMtHIiJeTSVGfNqCnN08sCCP8moH0Y2CeHZYVy5PamZ1LBERcQOVGPFJFdUOHvkoj3d+2g3ApW2a8vzwrjSPDLE4mYiIuItKjPiczftLufvtbDYXlmGzwbi+SYy5Mgl/P5vV0URExI1UYsRnGGN4d+VuHv4wj8oaJ80ignl+eFd6to22OpqIiNQDlRjxCUerannogzzm5+wB4PKkaJ4d1pXoRsEWJxMRkfqiEiNeb/2+EkbPzmbrgaP42WBC//b8uXdb/LR8JCLi01RixGsZY5jz4y4e/c9aqmqdxEaG8MKINC5OjLI6moiInAcqMeKVSitruH9BHv9ZtReAPu2bMWNoV6LCgyxOJiIi54tKjHidvD3FjJ6dzfZD5QT42bjn6vbccXkbLR+JiDQwKjHiNYwxvPnDDh7/eD3VDictGofywog0urVuYnU0ERGxgEqMeIXiihomz1/NwjUFAPTrGMPTQ7rQOEzLRyIiDZVKjHi8VbuOMHpONrsOVxDob2PSgI784bILsNm0fCQi0pCpxIjHMsbwr++288Sn66lxGBKiQskakU5qQmOro4mIiAdw+9f4Tps2jYsuuoiIiAiaN2/OjTfeyMaNG+uMMcYwZcoU4uPjCQ0NpU+fPqxdu7bOmKqqKsaMGUN0dDTh4eEMGjSI3bt3uzuueKgj5dX86c2V/PXjddQ4DAOSY/l4zOUqMCIi4uL2ErNkyRJGjRrFDz/8wOLFi6mtraV///4cPXrUNWb69OnMmDGDrKwsVqxYQWxsLFdddRWlpaWuMZmZmSxYsIC5c+eybNkyysrKGDhwIA6Hw92RxcNk7yziuheWsXjdfoL8/Xjshs68ODIde2ig1dFERMSD2Iwxpj5/wYEDB2jevDlLlizhiiuuwBhDfHw8mZmZ3HfffcDPZ11iYmJ48sknufPOOykuLqZZs2a8+eabDBs2DIC9e/eSkJDAwoULufrqq0/5e0tKSrDb7RQXFxMZGVmfuyhu4nQa/rF0G099tpFap6F10zBmZaST3MJudTQRETlPzuT47fYzMccqLi4GICrq509Rzc/Pp6CggP79+7vGBAcH07t3b5YvXw7AypUrqampqTMmPj6e5ORk15hjVVVVUVJSUuci3uPw0Wr++O+fmPbpBmqdhoFd4vh4TC8VGBEROaF6LTHGGMaPH0+vXr1ITk4GoKDg57fIxsTE1BkbExPjuq6goICgoCCaNGlywjHHmjZtGna73XVJSEhw9+5IPfkx/zDXPr+UrzYUEhTgx9TfpjBzRBoRIVo+EhGRE6vXdyeNHj2a1atXs2zZsuOuO/btscaYU75l9mRjJk+ezPjx410/l5SUqMh4OKfT8NKSrcxYvAmH09CmWTizMtLpGKflPxERObV6KzFjxozho48+4ttvv6Vly5au7bGxscDPZ1vi4uJc2wsLC11nZ2JjY6murqaoqKjO2ZjCwkJ69uz5q78vODiY4ODg+tgVqQcHy6r4y7xclm4+CMDgtBb89cZkwoP1rn8RETk9bl9OMsYwevRo5s+fz1dffUViYmKd6xMTE4mNjWXx4sWubdXV1SxZssRVULp160ZgYGCdMfv27SMvL++EJUa8x/dbD3Ht80tZuvkgIYF+TL+5C88MTVWBERGRM+L2o8aoUaOYPXs2H374IREREa7XsNjtdkJDQ7HZbGRmZjJ16lSSkpJISkpi6tSphIWFkZGR4Rp7++23M2HCBJo2bUpUVBQTJ04kJSWFfv36uTuynCcOp2HmV5t54cvNOA0kNW/ErJHptIuJsDqaiIh4IbeXmJdeegmAPn361Nn+2muvcdtttwFw7733UlFRwd13301RURE9evTg888/JyLi/x/Mnn32WQICAhg6dCgVFRX07duX119/HX9/f3dHlvOgsLSSzLm5LN96CICh3Vvy6KBkQoM0nyIicnbq/XNirKLPifEcyzYfJHNeDgfLqgkL8ufxG5MZnN7y1DcUEZEG50yO33oRgtSbWoeT577YzKxvtmAMdIiNICsjnQubN7I6moiI+ACVGKkXBcWVjJ2bw4/5hwHI6NGKhwd2IiRQy0ciIuIeKjHidl9vLGTCO6s4fLSaRsEBTB2cwqDUeKtjiYiIj1GJEbepcTh5+vONvLxkGwCd4yPJykgnMTrc4mQiIuKLVGLELfYcqWDsnBxW7igC4NZLWzP52o5aPhIRkXqjEiPn7It1+5nw7iqKK2qICAlg+k1dGJASd+obioiInAOVGDlr1bVOpi/awD+X5QOQ2tLOzBHptGoaZnEyERFpCFRi5KzsOlzO6Dk5rNp1BIA/XJbIpAEdCAqo1y9GFxERcVGJkTO2KG8f97y3mtLKWuyhgTw9JJWrOsVYHUtERBoYlRg5bVW1DqZ+sp43vt8BQFqrxswckUbLJlo+EhGR808lRk7L9oNHGT0nm7w9JQDc2bsNE/u3J9Bfy0ciImINlRg5pY9X72XS+2soq6qlSVggM4Z25TcdmlsdS0REGjiVGDmhyhoHf/14HW//dycAF13QhBdGpBFnD7U4mYiIiEqMnMDWA2WMejubDQWl2Gwwqs+FZPZLIkDLRyIi4iFUYuQ4H+Ts4f4FayivdtA0PIjnhnfl8qRmVscSERGpQyVGXCqqHUz5aC3zftoFwKVtmvL88K40jwyxOJmIiMjxVGIEgM37Sxk1O5tN+8uw2WDslUmM7ZuEv5/N6mgiIiK/SiVGePenXTz84Voqahw0iwjm+WFd6XlhtNWxRERETkolpgE7WlXLQx/mMT97DwCXJ0UzY2hXmkUEW5xMRETk1FRiGqgNBSWMejubrQeO4meD8Ve14+4+F+Kn5SMREfESKjENjDGGuSt2MeWjtVTVOomJDOaF4Wn0aNPU6mgiIiJnRCWmASmrquX++Wv4aNVeAPq0b8YzQ1Jp2kjLRyIi4n1UYhqIvD3FjJ6dzfZD5fj72bjn6vb86fI2Wj4SERGvpRLj44wxvPXDDv768XqqHU7i7SHMzEijW+soq6OJiIicE5UYH1ZSWcOk91ezcE0BAP06xvD0kC40DguyOJmIiMi5U4nxUat3H2HU7Gx2Ha4g0N/Gfdd04PZeidhsWj4SERHfoBLjY4wxvPbddqZ9up4ah6Flk1CyMtLpmtDY6mgiIiJupRLjQ4rLa7jnvVV8vm4/ANd0juXJm7tgDw20OJmIiIj7qcT4iOydRYyZncOeIxUE+fvxwHUd+f2lrbV8JCIiPkslxss5nYZ/LtvG9EUbqXUaWjcNY1ZGOskt7FZHExERqVcqMV6s6Gg1E95dxVcbCgEY2CWOaYNTiAjR8pGIiPg+lRgvtWL7YcbOyWFfcSVBAX48cn0nMi5upeUjERFpMFRivIzTaXhpyVZmLN6Ew2loEx1OVkY6neIjrY4mIiJyXqnEeJGDZVX8ZV4uSzcfBOC3aS14/MZkwoM1jSIi0vDo6Oclvt96iHFzcygsrSIk0I/HBiUzpHtLLR+JiEiDpRLj4RxOQ9ZXW3j+y004DSQ1b8Sskem0i4mwOpqIiIilVGI8WGFpJZlzc1m+9RAAQ7q15NEbOhMWpGkTERHR0dBDLdt8kMx5uRwsqyIsyJ/Hb0xmcHpLq2OJiIh4DJUYD1PrcPL8l5vJ+noLxkCH2AiyMtK5sHkjq6OJiIh4FJUYD1JQXMnYuTn8mH8YgBEXt+KR6zsREuhvcTIRERHPoxLjIb7ZWMj4d1Zx+Gg14UH+TLupC4NS462OJSIi4rFUYixW43AyY/EmXvpmKwCd4iKZNTKdxOhwi5OJiIh4NpUYC+09UsGYOTms3FEEwO8vbc3913bU8pGIiMhpUImxyBfr9jPxvVUcKa8hIjiAJ2/uwrUpcVbHEhER8RoqMedZda2T6Ys28M9l+QB0aWkna0Q6rZqGWZxMRETEu6jEnEe7Dpczek4Oq3YdAeAPlyUyaUAHggL8rA0mIiLihVRizpNFeQXc+94qSipriQwJ4OkhqfTvHGt1LBEREa+lElPPqmodTFu4gdeXbwcgrVVjZo5Io2UTLR+JiIicC5WYerTj0FFGz85hzZ5iAO68og0Tr25PoL+Wj0RERM6VSkw9+WT1Pia9v5rSqlqahAXyzNBUruwQY3UsERERn6ES42aVNQ4e/2Qdb/2wE4CLLmjCCyPSiLOHWpxMRETEt6jEuNG2A2WMmp3D+n0lANzdpy3jr2pHgJaPRERE3E4lxk0+zN3D/fPXcLTaQdPwIGYM60rvds2sjiUiIuKzVGLOUUW1gykfrWXeT7sAuKRNFM8PTyMmMsTiZCIiIr5NJeYcbCksZdTbOWzcX4rNBmOvTGJs3yT8/WxWRxMREfF5KjFn6b2Vu3nogzwqahw0iwjm+WFd6XlhtNWxREREGgyVmDNUXl3Lgx/kMT97DwC9Lozm2WFdaRYRbHEyERGRhsXj3zbz4osvkpiYSEhICN26dWPp0qWW5pn9353Mz96Dnw0m9m/HG3+4WAVGRETEAh5dYubNm0dmZiYPPPAAOTk5XH755QwYMICdO3dalum2nhcwsEscc+64hNFX6vUvIiIiVrEZY4zVIU6kR48epKen89JLL7m2dezYkRtvvJFp06ad9LYlJSXY7XaKi4uJjIys76giIiLiBmdy/PbYMzHV1dWsXLmS/v3719nev39/li9fftz4qqoqSkpK6lxERETEd3lsiTl48CAOh4OYmLrfNxQTE0NBQcFx46dNm4bdbnddEhISzldUERERsYDHlphf2Gx1X3NijDluG8DkyZMpLi52XXbt2nW+IoqIiIgFPPYt1tHR0fj7+x931qWwsPC4szMAwcHBBAfrXUIiIiINhceeiQkKCqJbt24sXry4zvbFixfTs2dPi1KJiIiIp/DYMzEA48eP55ZbbqF79+5ceumlvPLKK+zcuZO77rrL6mgiIiJiMY8uMcOGDePQoUM89thj7Nu3j+TkZBYuXEjr1q2tjiYiIiIW8+jPiTkX+pwYERER7+MTnxMjIiIicjIqMSIiIuKVVGJERETEK6nEiIiIiFdSiRERERGv5NFvsT4Xv7zpSl8EKSIi4j1+OW6fzpunfbbElJaWAuiLIEVERLxQaWkpdrv9pGN89nNinE4ne/fuJSIi4le/MPJclJSUkJCQwK5du3zyM2h8ff9A++gLfH3/QPvoC3x9/8D9+2iMobS0lPj4ePz8Tv6qF589E+Pn50fLli3r9XdERkb67IMSfH//QPvoC3x9/0D76At8ff/Avft4qjMwv9ALe0VERMQrqcSIiIiIV1KJOQvBwcE88sgjBAcHWx2lXvj6/oH20Rf4+v6B9tEX+Pr+gbX76LMv7BURERHfpjMxIiIi4pVUYkRERMQrqcSIiIiIV1KJEREREa+kEnOGXnzxRRITEwkJCaFbt24sXbrU6khnbdq0aVx00UVERETQvHlzbrzxRjZu3FhnzG233YbNZqtzueSSSyxKfGamTJlyXPbY2FjX9cYYpkyZQnx8PKGhofTp04e1a9damPjMXXDBBcfto81mY9SoUYB3zt+3337L9ddfT3x8PDabjQ8++KDO9aczb1VVVYwZM4bo6GjCw8MZNGgQu3fvPo97cWIn27+amhruu+8+UlJSCA8PJz4+nt///vfs3bu3zn306dPnuHkdPnz4ed6TEzvVHJ7O49KT5xBOvY+/9ry02Ww89dRTrjGePI+nc3zwhOeiSswZmDdvHpmZmTzwwAPk5ORw+eWXM2DAAHbu3Gl1tLOyZMkSRo0axQ8//MDixYupra2lf//+HD16tM64a665hn379rkuCxcutCjxmevcuXOd7GvWrHFdN336dGbMmEFWVhYrVqwgNjaWq666yvW9W95gxYoVdfZv8eLFAAwZMsQ1xtvm7+jRo6SmppKVlfWr15/OvGVmZrJgwQLmzp3LsmXLKCsrY+DAgTgcjvO1Gyd0sv0rLy8nOzubhx56iOzsbObPn8+mTZsYNGjQcWPvuOOOOvP68ssvn4/4p+VUcwinflx68hzCqffxf/dt3759/Otf/8Jms3HTTTfVGeep83g6xwePeC4aOW0XX3yxueuuu+ps69Chg5k0aZJFidyrsLDQAGbJkiWubbfeequ54YYbrAt1Dh555BGTmpr6q9c5nU4TGxtrnnjiCde2yspKY7fbzd///vfzlND9xo0bZ9q2bWucTqcxxrvnzxhjALNgwQLXz6czb0eOHDGBgYFm7ty5rjF79uwxfn5+ZtGiRect++k4dv9+zY8//mgAs2PHDte23r17m3HjxtVvODf5tX081ePSm+bQmNObxxtuuMFceeWVdbZ50zwee3zwlOeizsScpurqalauXEn//v3rbO/fvz/Lly+3KJV7FRcXAxAVFVVn+zfffEPz5s1p164dd9xxB4WFhVbEOyubN28mPj6exMREhg8fzrZt2wDIz8+noKCgznwGBwfTu3dvr53P6upq3nrrLf7whz/U+dJTb56/Y53OvK1cuZKampo6Y+Lj40lOTvbKuS0uLsZms9G4ceM6299++22io6Pp3LkzEydO9KoziHDyx6WvzeH+/fv55JNPuP3224+7zlvm8djjg6c8F332CyDd7eDBgzgcDmJiYupsj4mJoaCgwKJU7mOMYfz48fTq1Yvk5GTX9gEDBjBkyBBat25Nfn4+Dz30EFdeeSUrV670+E+g7NGjB//+979p164d+/fv5/HHH6dnz56sXbvWNWe/Np87duywIu45++CDDzhy5Ai33Xaba5s3z9+vOZ15KygoICgoiCZNmhw3xtueq5WVlUyaNImMjIw6X6w3cuRIEhMTiY2NJS8vj8mTJ7Nq1SrXcqKnO9Xj0pfmEOCNN94gIiKCwYMH19nuLfP4a8cHT3kuqsScof/9Fy78PLnHbvNGo0ePZvXq1SxbtqzO9mHDhrn+Ozk5me7du9O6dWs++eST456QnmbAgAGu/05JSeHSSy+lbdu2vPHGG64XEfrSfL766qsMGDCA+Ph41zZvnr+TOZt587a5rampYfjw4TidTl588cU6191xxx2u/05OTiYpKYnu3buTnZ1Nenr6+Y56xs72celtc/iLf/3rX4wcOZKQkJA6271lHk90fADrn4taTjpN0dHR+Pv7H9ceCwsLj2ui3mbMmDF89NFHfP3117Rs2fKkY+Pi4mjdujWbN28+T+ncJzw8nJSUFDZv3ux6l5KvzOeOHTv44osv+OMf/3jScd48f8BpzVtsbCzV1dUUFRWdcIynq6mpYejQoeTn57N48eI6Z2F+TXp6OoGBgV47r8c+Ln1hDn+xdOlSNm7ceMrnJnjmPJ7o+OApz0WVmNMUFBREt27djjvNt3jxYnr27GlRqnNjjGH06NHMnz+fr776isTExFPe5tChQ+zatYu4uLjzkNC9qqqqWL9+PXFxca5TuP87n9XV1SxZssQr5/O1116jefPmXHfddScd583zB5zWvHXr1o3AwMA6Y/bt20deXp5XzO0vBWbz5s188cUXNG3a9JS3Wbt2LTU1NV47r8c+Lr19Dv/Xq6++Srdu3UhNTT3lWE+ax1MdHzzmueiWlwc3EHPnzjWBgYHm1VdfNevWrTOZmZkmPDzcbN++3epoZ+XPf/6zsdvt5ptvvjH79u1zXcrLy40xxpSWlpoJEyaY5cuXm/z8fPP111+bSy+91LRo0cKUlJRYnP7UJkyYYL755huzbds288MPP5iBAweaiIgI13w98cQTxm63m/nz55s1a9aYESNGmLi4OK/Yt//lcDhMq1atzH333Vdnu7fOX2lpqcnJyTE5OTkGMDNmzDA5OTmud+eczrzdddddpmXLluaLL74w2dnZ5sorrzSpqammtrbWqt1yOdn+1dTUmEGDBpmWLVua3NzcOs/LqqoqY4wxW7ZsMY8++qhZsWKFyc/PN5988onp0KGDSUtL84j9M+bk+3i6j0tPnkNjTv04NcaY4uJiExYWZl566aXjbu/p83iq44MxnvFcVIk5Q7NmzTKtW7c2QUFBJj09vc7bkb0N8KuX1157zRhjTHl5uenfv79p1qyZCQwMNK1atTK33nqr2blzp7XBT9OwYcNMXFycCQwMNPHx8Wbw4MFm7dq1ruudTqd55JFHTGxsrAkODjZXXHGFWbNmjYWJz85nn31mALNx48Y62711/r7++utffVzeeuutxpjTm7eKigozevRoExUVZUJDQ83AgQM9Zr9Ptn/5+fknfF5+/fXXxhhjdu7caa644goTFRVlgoKCTNu2bc3YsWPNoUOHrN2x/3GyfTzdx6Unz6Exp36cGmPMyy+/bEJDQ82RI0eOu72nz+Opjg/GeMZz0fb/woqIiIh4Fb0mRkRERLySSoyIiIh4JZUYERER8UoqMSIiIuKVVGJERETEK6nEiIiIiFdSiRERERGvpBIjIiIiXkklRkRERLySSoyIiIh4JZUYERER8UoqMSIiIuKV/i+RKqxnIXN69wAAAABJRU5ErkJggg==",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.plot(x0,y0)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 80,
   "id": "c644d476-08af-41ff-8a8c-97cd228ef217",
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[<matplotlib.lines.Line2D at 0x276a7239a00>]"
      ]
     },
     "execution_count": 80,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "noise_std=50\n",
    "noise = np.random.randn(*y0.shape) * noise_std\n",
    "plt.plot(x0,noise)                                   ##添加高斯噪声"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 81,
   "id": "4ef29334-ab75-48e2-966f-a42214e3761a",
   "metadata": {},
   "outputs": [],
   "source": [
    "y_noisy=y0+noise"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 82,
   "id": "927e6f6b-36cf-4487-9123-e35742df6b38",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[<matplotlib.lines.Line2D at 0x276a71d14c0>]"
      ]
     },
     "execution_count": 82,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.plot(x0,y_noisy,\"+\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 83,
   "id": "2adf59c9-e00b-4e24-a56e-e01bb68ed9da",
   "metadata": {},
   "outputs": [],
   "source": [
    "# 数据集划分\n",
    "X_train, X_test, y_train, y_test = train_test_split(x0, y_noisy, test_size=0.3, random_state=1)\n",
    "                     # train_test_split()常用"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 84,
   "id": "cd144b3d-430a-4d3f-add1-af82c4e775ba",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[[5.02623358]]\n",
      "[18.92217858]\n"
     ]
    }
   ],
   "source": [
    "# 拟合\n",
    "regr = LinearRegression()\n",
    "regr.fit(X_train, y_train)\n",
    "print(regr.coef_)\n",
    "print(regr.intercept_)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 85,
   "id": "83396eb3-1a63-4207-bbc3-0e6bd7c04890",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "MSE: 2683.6200249683525\n",
      "RMSE: 51.8036680648036\n"
     ]
    }
   ],
   "source": [
    "# 模型评估\n",
    "y_pred = regr.predict(X_test)\n",
    "from sklearn import metrics\n",
    "MSE = metrics.mean_squared_error(y_test, y_pred)\n",
    "RMSE = np.sqrt(metrics.mean_squared_error(y_test, y_pred))\n",
    "print('MSE:', MSE)         #计算均方误差(MSE)\n",
    "print('RMSE:', RMSE)         #计算均方根误差(RMSE)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 86,
   "id": "e965da8e-c6c3-41ec-8c0b-c6b296dcf9e0",
   "metadata": {},
   "outputs": [],
   "source": [
    "# -----------图像绘制--------------\n",
    "import matplotlib.pyplot as plt\n",
    "import matplotlib as mpl\n",
    "mpl.rcParams['font.family'] = ['sans-serif']\n",
    "mpl.rcParams['font.sans-serif'] = ['SimHei']\n",
    "mpl.rcParams['axes.unicode_minus']=False"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 87,
   "id": "dd88687a-433a-49b7-912c-8e67ff464a51",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1500x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 绘制图\n",
    "plt.figure(figsize=(15,5))\n",
    "plt.plot(range(len(y_test)), y_test, 'r', label='测试数据')\n",
    "plt.plot(range(len(y_test)), y_pred, 'b', label='预测数据')\n",
    "plt.legend()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 88,
   "id": "7579ca6a-acd2-4b22-8f77-ced8961d980b",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.scatter(y_test, y_pred)\n",
    "plt.plot([y_test.min(),y_test.max()], [y_test.min(),y_test.max()], 'k--')\n",
    "plt.xlabel('真实值')               #这行代码绘制了一条从最小值到最大值的对角线，颜色为黑色（'k'），虚线样式（'--'）。\n",
    "plt.ylabel('预测值')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "8bb73cc2-6f2e-4f92-acf0-50b481eb60c3",
   "metadata": {},
   "source": [
    "## 总结："
   ]
  },
  {
   "cell_type": "markdown",
   "id": "e5adf15f-7f25-42d1-9c3f-93fd63602876",
   "metadata": {},
   "source": [
    "经测试，当添加的高斯噪声标准差达到破坏数据明显的线性结构时，拟合失效。由上两图，在较明显线性散点图的拟合时，预测结果比较合理，误差较小。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "2892cb83-be2c-429a-b5b4-fec1ae763188",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.12.4"
  }
 },
 "nbformat": 4,
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